Sampling Python Packages

point-cloud-utils

An easy-to-use Python library for processing and manipulating 3D point clouds and meshes.

astartes

Better Data Splits for Machine Learning

samplics

Select, weight and analyze complex sample data — superseded by https://github.com/samplics-org/svy

smt

SMT: The Surrogate Modeling Toolbox

svy

Modern Python ecosystem for complex survey design, weighting, estimation, and small area estimation.

svy-rs

Modern Python ecosystem for complex survey design, weighting, estimation, and small area estimation.

zeus-mcmc

⚡️ zeus: Lightning Fast MCMC ⚡️

svy-io

Modern Python ecosystem for complex survey design, weighting, estimation, and small area estimation.

compiled-knowledge

CompiledKnowledge is a Python package for compiling and querying discrete probabilistic graphical models.

copulax

JAX-based copula modelling

pocomc

pocoMC: A Python implementation of Preconditioned Monte Carlo for accelerated Bayesian Computation

prefsampling

A small package providing many algorithms to sample preferences

lightseq

LightSeq: A High Performance Library for Sequence Processing and Generation

paramonte

ParaMonte: Parallel Monte Carlo and Machine Learning Library for Python, MATLAB, Fortran, C++, C.

kh57

Efficient range reservoir sampling from massive sorted key-value datasets

pykp

Tooling for sampling and solving instances of the 0-1 Knapsack Problem

lhsmdu

This is an implementation of Deutsch and Deutsch, "Latin hypercube sampling with multidimensional uniformity", Journal of Statistical Planning and Inference 142 (2012) , 763-772

mcp-as-a-judge

MCP as a Judge is a behavioral MCP that strengthens AI coding assistants by requiring explicit LLM evaluations

walnutpie

Within-orbit Adaptive Leapfrog No-U-Turn Sampler

ontosample

OntoSample is a python package that offers classic sampling techniques for OWL ontologies/knowledge bases. Furthermore, we have tailored the classic sampling techniques to the setting of concept learning making use of learning problem.

bayes-nets-sample

⚡ Python library to compute an input probability query on a given Bayes net on discrete random variables using Prior sampling, Rejection Sampling, Likelihood weighting and Gibbs sampling.

littleballoffur

Little Ball of Fur - A graph sampling extension library for NetworKit and NetworkX (CIKM 2020)

sandy

Sampling nuclear data and uncertainty

spherecluster

Clustering routines for the unit sphere